{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Chloropleth for SICRU model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.patches as mpatches\n",
    "import matplotlib.pyplot as plt\n",
    "import shapely.geometry as sgeom\n",
    "\n",
    "import cartopy.crs as ccrs\n",
    "import cartopy.io.shapereader as shpreader\n",
    "import cartopy\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### get table "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "tbpath = \"../../fits/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(tbpath + \"fit_table_reweighted.csv\") #get rois in all tables (some may have failed)\n",
    "rois = list(df.roi.unique())\n",
    "rois = list(set(rois))\n",
    "\n",
    "roi_us = np.sort([i for i in rois if i[:2]=='US'])[::-1]\n",
    "roi_other = np.sort([i for i in rois if i[:2]!='US'])[::-1]\n",
    "rois = list(roi_us) + list(roi_other)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "statehash = {\n",
    "        'AK': 'Alaska',\n",
    "        'AL': 'Alabama',\n",
    "        'AR': 'Arkansas',\n",
    "        'AS': 'American Samoa',\n",
    "        'AZ': 'Arizona',\n",
    "        'CA': 'California',\n",
    "        'CO': 'Colorado',\n",
    "        'CT': 'Connecticut',\n",
    "        'DC': 'District of Columbia',\n",
    "        'DE': 'Delaware',\n",
    "        'FL': 'Florida',\n",
    "        'GA': 'Georgia',\n",
    "        'GU': 'Guam',\n",
    "        'HI': 'Hawaii',\n",
    "        'IA': 'Iowa',\n",
    "        'ID': 'Idaho',\n",
    "        'IL': 'Illinois',\n",
    "        'IN': 'Indiana',\n",
    "        'KS': 'Kansas',\n",
    "        'KY': 'Kentucky',\n",
    "        'LA': 'Louisiana',\n",
    "        'MA': 'Massachusetts',\n",
    "        'MD': 'Maryland',\n",
    "        'ME': 'Maine',\n",
    "        'MI': 'Michigan',\n",
    "        'MN': 'Minnesota',\n",
    "        'MO': 'Missouri',\n",
    "        'MP': 'Northern Mariana Islands',\n",
    "        'MS': 'Mississippi',\n",
    "        'MT': 'Montana',\n",
    "        'NA': 'National',\n",
    "        'NC': 'North Carolina',\n",
    "        'ND': 'North Dakota',\n",
    "        'NE': 'Nebraska',\n",
    "        'NH': 'New Hampshire',\n",
    "        'NJ': 'New Jersey',\n",
    "        'NM': 'New Mexico',\n",
    "        'NV': 'Nevada',\n",
    "        'NY': 'New York',\n",
    "        'OH': 'Ohio',\n",
    "        'OK': 'Oklahoma',\n",
    "        'OR': 'Oregon',\n",
    "        'PA': 'Pennsylvania',\n",
    "        'PR': 'Puerto Rico',\n",
    "        'RI': 'Rhode Island',\n",
    "        'SC': 'South Carolina',\n",
    "        'SD': 'South Dakota',\n",
    "        'TN': 'Tennessee',\n",
    "        'TX': 'Texas',\n",
    "        'UT': 'Utah',\n",
    "        'VA': 'Virginia',\n",
    "        'VI': 'Virgin Islands',\n",
    "        'VT': 'Vermont',\n",
    "        'WA': 'Washington',\n",
    "        'WI': 'Wisconsin',\n",
    "        'WV': 'West Virginia',\n",
    "        'WY': 'Wyoming'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "theta = 'R0'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'R0')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x2160 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "cmap = matplotlib.cm.get_cmap('Reds')\n",
    "\n",
    "maptype = ccrs.PlateCarree()\n",
    "\n",
    "shpfilename = shpreader.natural_earth(resolution='110m',\n",
    "                                      category='cultural',\n",
    "                                      name='admin_1_states_provinces_lakes_shp')\n",
    "\n",
    "reader = shpreader.Reader(shpfilename)\n",
    "states = reader.records()\n",
    "# state = next(states)\n",
    "# print(state.attributes.keys())\n",
    "\n",
    "f,ax = plt.subplots(1,2,figsize=(10,30))\n",
    "ax = plt.axes(projection=maptype)\n",
    "# ax.add_feature(cartopy.feature.LAND)\n",
    "ax.add_feature(cartopy.feature.OCEAN)\n",
    "ax.add_feature(cartopy.feature.COASTLINE)\n",
    "ax.add_feature(cartopy.feature.STATES, linestyle='-', alpha=.5)\n",
    "ax.add_feature(cartopy.feature.LAKES, alpha=0.5)\n",
    "ax.add_feature(cartopy.feature.RIVERS)\n",
    "ax.set_extent([-125, -66.5, 20, 50], ccrs.Geodetic())\n",
    "# print(dir(cartopy.feature))\n",
    "for state in states:\n",
    "    st = (state.attributes['name_alt']).split(\"|\")[0]\n",
    "    roi = 'US_'+st\n",
    "    try:\n",
    "        c = 0.1*df.loc[(df.roi==roi)&(df['quantile']=='0.5'), theta].values[0]\n",
    "#         print(c)\n",
    "        if state.geometry.type == 'Polygon':\n",
    "            state_geo = [state.geometry]\n",
    "        else:\n",
    "            state_geo = state.geometry\n",
    "        ax.add_geometries(state_geo, maptype, facecolor=cmap(c))\n",
    "    except:\n",
    "        pass\n",
    "\n",
    "ax.set_title('R0')       \n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots(1,1,figsize=(5,5))\n",
    "ax = plt.axes(projection=maptype)\n",
    "ax.add_feature(cartopy.feature.LAND)\n",
    "ax.add_feature(cartopy.feature.OCEAN)\n",
    "ax.add_feature(cartopy.feature.COASTLINE)\n",
    "ax.add_feature(cartopy.feature.STATES, linestyle='-', alpha=.5)\n",
    "ax.add_feature(cartopy.feature.LAKES, alpha=0.95)\n",
    "ax.add_feature(cartopy.feature.RIVERS)\n",
    "ax.set_extent([1.4*-125, 1.9*-66.5, 0.9*20, 1.5*50], ccrs.Geodetic())\n",
    "# print(dir(cartopy.feature))\n",
    "states = reader.records()\n",
    "for state in states:\n",
    "    st = (state.attributes['name_alt']).split(\"|\")[0]\n",
    "    roi = 'US_'+st\n",
    "    try:\n",
    "        c = 0.05*df.loc[(df.roi==roi)&(df['quantile']=='0.975'), theta].values[0]\n",
    "#         print(c)\n",
    "        if state.geometry.type == 'Polygon':\n",
    "            state_geo = [state.geometry]\n",
    "        else:\n",
    "            state_geo = state.geometry\n",
    "        ax.add_geometries(state_geo, maptype, facecolor=cmap(c))\n",
    "    except:\n",
    "        print()\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## nonUS countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x2160 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "cmap = matplotlib.cm.get_cmap('Reds')\n",
    "\n",
    "maptype = ccrs.PlateCarree()\n",
    "\n",
    "shpfilename = shpreader.natural_earth(resolution='110m',\n",
    "                                      category='cultural',\n",
    "                                      name='admin_0_countries')\n",
    "\n",
    "reader = shpreader.Reader(shpfilename)\n",
    "countries = reader.records()\n",
    "\n",
    "# print(dir(cartopy.feature))\n",
    "# country = next(countries)\n",
    "# print(country.attributes.keys())\n",
    "\n",
    "f,ax = plt.subplots(1,2,figsize=(10,30))\n",
    "ax = plt.axes(projection=maptype)\n",
    "# ax.add_feature(cartopy.feature.LAND)\n",
    "ax.add_feature(cartopy.feature.OCEAN)\n",
    "ax.add_feature(cartopy.feature.COASTLINE)\n",
    "ax.add_feature(cartopy.feature.BORDERS, linestyle='-', alpha=.5)\n",
    "ax.add_feature(cartopy.feature.LAKES, alpha=0.5)\n",
    "ax.add_feature(cartopy.feature.RIVERS)\n",
    "# ax.set_extent([-125, -66.5, 20, 50], ccrs.Geodetic())\n",
    "# # print(dir(cartopy.feature))\n",
    "ct_ = []\n",
    "for country in countries:\n",
    "    ct_.append(country.attributes['NAME_LONG'])\n",
    "\n",
    "ct_=np.sort(ct_)\n",
    "    \n",
    "roi2ct = {}\n",
    "for roi in roi_other:\n",
    "    for ct in ct_:\n",
    "#         print(ct)\n",
    "        if roi in ct:\n",
    "            roi2ct[roi] = ct\n",
    "            break\n",
    "            \n",
    "# print(len(roi2ct.keys()))\n",
    "\n",
    "roi2ct['Burma'] = 'Myanmar'\n",
    "roi2ct['Korea, South'] = 'Republic of Korea' \n",
    "roi2ct['Czechia'] = 'Czech Republic'\n",
    "roi2ct['North Macedonia'] = 'Macedonia'\n",
    "roi2ct['Congo (Brazzaville)'] = 'Republic of the Congo'\n",
    "roi2ct['Taiwan*'] = 'Taiwan'\n",
    "\n",
    "\n",
    "# print(set(roi_other)-set(roi2ct.keys()))\n",
    "\n",
    "inv_map = {v: k for k, v in roi2ct.items()}\n",
    "# print(inv_map)\n",
    "countries = reader.records()\n",
    "for ct in countries:\n",
    "    try:\n",
    "        ctname = ct.attributes['NAME_LONG']\n",
    "        roi = inv_map[ctname] \n",
    "        c = 0.1*df.loc[(df.roi==roi)&(df['quantile']=='0.5'), theta].values[0]\n",
    "    #         print(c)\n",
    "        if ct.geometry.type == 'Polygon':\n",
    "            ct_geo = [ct.geometry]\n",
    "        else:\n",
    "            ct_geo = ct.geometry\n",
    "        ax.add_geometries(ct_geo, maptype, facecolor=cmap(c))\n",
    "    except:\n",
    "        pass\n",
    "\n",
    "# ax.set_title('R0') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'median R0\\n(color scale 0-10, white=missing data)')"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x2880 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = matplotlib.cm.get_cmap('Reds')\n",
    "\n",
    "maptype = ccrs.PlateCarree()\n",
    "\n",
    "shpfilename = shpreader.natural_earth(resolution='110m',\n",
    "                                      category='cultural',\n",
    "                                      name='admin_0_countries')\n",
    "\n",
    "reader = shpreader.Reader(shpfilename)\n",
    "countries = reader.records()\n",
    "\n",
    "# print(dir(cartopy.feature))\n",
    "# country = next(countries)\n",
    "# print(country.attributes.keys())\n",
    "\n",
    "f,ax = plt.subplots(1,2,figsize=(15,40))\n",
    "ax = plt.axes(projection=maptype)\n",
    "# ax.add_feature(cartopy.feature.LAND)\n",
    "ax.add_feature(cartopy.feature.OCEAN)\n",
    "ax.add_feature(cartopy.feature.COASTLINE)\n",
    "ax.add_feature(cartopy.feature.BORDERS, linestyle='-', alpha=.5)\n",
    "ax.add_feature(cartopy.feature.LAKES, alpha=0.5)\n",
    "ax.add_feature(cartopy.feature.RIVERS)\n",
    "# ax.set_extent([-125, -66.5, 20, 50], ccrs.Geodetic())\n",
    "# # print(dir(cartopy.feature))\n",
    "ct_ = []\n",
    "for country in countries:\n",
    "    ct_.append(country.attributes['NAME_LONG'])\n",
    "\n",
    "ct_=np.sort(ct_)\n",
    "    \n",
    "roi2ct = {}\n",
    "for roi in roi_other:\n",
    "    for ct in ct_:\n",
    "#         print(ct)\n",
    "        if roi in ct:\n",
    "            roi2ct[roi] = ct\n",
    "            break\n",
    "            \n",
    "# print(len(roi2ct.keys()))\n",
    "\n",
    "roi2ct['Burma'] = 'Myanmar'\n",
    "roi2ct['Korea, South'] = 'Republic of Korea' \n",
    "roi2ct['Czechia'] = 'Czech Republic'\n",
    "roi2ct['North Macedonia'] = 'Macedonia'\n",
    "roi2ct['Congo (Brazzaville)'] = 'Republic of the Congo'\n",
    "roi2ct['Taiwan*'] = 'Taiwan'\n",
    "\n",
    "\n",
    "# print(set(roi_other)-set(roi2ct.keys()))\n",
    "\n",
    "inv_map = {v: k for k, v in roi2ct.items()}\n",
    "# print(inv_map)\n",
    "countries = reader.records()\n",
    "for ct in countries:\n",
    "    try:\n",
    "        ctname = ct.attributes['NAME_LONG']\n",
    "        roi = inv_map[ctname] \n",
    "        c = 0.1*df.loc[(df.roi==roi)&(df['quantile']=='0.5'), theta].values[0]\n",
    "    #         print(c)\n",
    "        if ct.geometry.type == 'Polygon':\n",
    "            ct_geo = [ct.geometry]\n",
    "        else:\n",
    "            ct_geo = ct.geometry\n",
    "        ax.add_geometries(ct_geo, maptype, facecolor=cmap(c))\n",
    "    except:\n",
    "        pass\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "shpfilename_us = shpreader.natural_earth(resolution='110m',\n",
    "                                      category='cultural',\n",
    "                                      name='admin_1_states_provinces_lakes_shp')\n",
    "reader = shpreader.Reader(shpfilename_us)\n",
    "states = reader.records()\n",
    "for state in states:\n",
    "    st = (state.attributes['name_alt']).split(\"|\")[0]\n",
    "    roi = 'US_'+st\n",
    "    try:\n",
    "        c = 0.1*df.loc[(df.roi==roi)&(df['quantile']=='0.5'), theta].values[0]\n",
    "#         print(c)\n",
    "        if state.geometry.type == 'Polygon':\n",
    "            state_geo = [state.geometry]\n",
    "        else:\n",
    "            state_geo = state.geometry\n",
    "        ax.add_geometries(state_geo, maptype, facecolor=cmap(c))\n",
    "    except:\n",
    "        pass\n",
    "    \n",
    "ax.set_title('median '+theta+'\\n(color scale 0-10, white=missing data)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
